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8.8
@Silight
Data Scientist
AI Fluency Score
8.8/10
Assessed 12/24/2025
Velocity
Legacy AI Cred score
This score uses an earlier AI Cred rubric. The dimension labels below match that rubric.
Prompt Mastery
9.0
out of 10
Technical Understanding
8.0
out of 10
Critical Evaluation
9.0
out of 10
Practical Application
9.0
out of 10
Data scientist working as a defense contractor for Booz Allen Hamilton. Currently builds applications and data pipelines for USGC agencies.
Worked as a Network Engineer for the US Navy, DevOps/Business Analyst specialist for Leidos in a software factory specializing in DoD contracts
Generated 12/24/2025
Andrew Edwards is a Data Scientist with a defense and intelligence background spanning Navy network engineering, DoD software development, and current work building applications and data pipelines for government agencies.
He demonstrates frontier-level AI fluency: architecting enterprise-grade prompt libraries with searchable interfaces, building agentic systems that make autonomous decisions within defined constraints, and developing meta-cognitive techniques that improve model reliability. His verification process operates on multiple levels, from aesthetic pattern recognition to systematic paradigm-fit assessment.
These capabilities position him to lead AI adoption initiatives in high-stakes, regulated environments where documentation standards and transferability aren't optional. His trajectory from DevOps to data science to AI infrastructure suggests someone who builds the systems others eventually depend on.
Workflow Design
9.0
out of 10